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tree-of-thoughts【效率与协作】Systematic evaluation methodology for finding THE best solution among known options. Explores multiple reasoning paths, scores branches, and prunes low-confidence paths.
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Find THE best solution by systematically exploring and evaluating multiple reasoning paths.
Generate 3-5 distinct approaches to the problem:
Root Problem
├── Approach A: [description]
├── Approach B: [description]
├── Approach C: [description]
└── Approach D: [description]
Score each branch on defined criteria (1-10):
| Approach | Feasibility | Impact | Risk | Effort | Total |
|---|---|---|---|---|---|
| A | ? | ? | ? | ? | ? |
| B | ? | ? | ? | ? | ? |
| C | ? | ? | ? | ? | ? |
Eliminate branches scoring below threshold (typically 60%):
For remaining branches, explore sub-options:
Approach A (Score: 8.2)
├── Variant A1: [refinement]
├── Variant A2: [refinement]
└── Variant A3: [refinement]
Compare top candidates:
## ToT Analysis: [Problem]
### Branches Explored
1. **[Approach A]** - [1-line description]
2. **[Approach B]** - [1-line description]
3. **[Approach C]** - [1-line description]
### Evaluation Matrix
| Approach | [Criteria 1] | [Criteria 2] | [Criteria 3] | Score |
|----------|--------------|--------------|--------------|-------|
| A | X/10 | X/10 | X/10 | X.X |
| B | X/10 | X/10 | X/10 | X.X |
| C | X/10 | X/10 | X/10 | X.X |
### Pruned (with reasons)
- [Approach D]: [why eliminated]
### Recommendation
**Winner: [Approach X]**
- Confidence: [high/medium/low]
- Key advantages: [list]
- Risks to monitor: [list]
Problem: Choose database for real-time analytics
Branches:
Evaluation (criteria: query speed, scalability, ops complexity):
Result: ClickHouse with 83% confidence